Data Visualization

T : 1 Ans


  1. In Cluster1, less number of people spend on Meat, while most spend on Gold.
  2. In Cluster2, less number of people spend on Gold, while most spend on Meat.
  3. In Cluster3, there is a outlaier.

Group 1 is the less spending one & Group 2 is the more spending one It is surpising to see that both trends are completely opposite. Cluster2 also does 86% of the spending.

Train Test Split

Train Test Split

Imbalance Data

balanced classes

Feature Scaling

Model Training

Evaluate our Model

Interpret Model

Using XGBoost (Scikit-Learn) Using RandomSearchCV

score

T : 2 Ans